FIRST: Fuzzy Information Retrieval SysTem
- 1 April 1991
- journal article
- Published by SAGE Publications in Journal of Information Science
- Vol. 17 (2) , 81-91
- https://doi.org/10.1177/016555159101700202
Abstract
This paper discusses modelling, design and imple mentation issues for a knowledge-based information retrieval system Both the domain knowledge representation and the inference mechanism are based upon a fuzzy set theoretical framework The system manages natural language queries and returns a ranked set of relevant documents, computing for each of them a degree of support depending on multiple sources of evidence. In the following, after a brief remark about the need for modelling the inherent imprecision associated with the retrieval process, a model based on fuzzy reasoning is proposed. Then the architecture is presented of FIRST, a prototype system which is intended as an experimental test-bed for the applica tion of intelligent techniques in order to improve the effective ness of information retrieval systems Finally, we discuss im plementation details with reference to the retrieval component and related strategies that have been developed to reduce the impact of using imprecise knowledge upon the computational efficiency of the system.Keywords
This publication has 10 references indexed in Scilit:
- Outline of a knowledge-base model for an intelligent information retrieval systemInformation Processing & Management, 1989
- Getting beyond BooleInformation Processing & Management, 1988
- Fuzzy logicComputer, 1988
- A document retrieval system based on nearest neighbour searchingJournal of Information Science, 1988
- Development of the coder system: A testbed for artificial intelligence methods in information retrievalInformation Processing & Management, 1987
- Information retrieval by constrained spreading activation in semantic networksInformation Processing & Management, 1987
- Knowledge-assisted document retrieval: II. The retrieval processJournal of the American Society for Information Science, 1987
- A non-classical logic for information retrievalThe Computer Journal, 1986
- A Computational Approach to Approximate and Plausible Reasoning with Applications to Expert SystemsIEEE Transactions on Pattern Analysis and Machine Intelligence, 1985
- A review of the use of inverted files for best match searching in information retrieval systemsJournal of Information Science, 1983